GEO Signal Architecture
Share of Model Tracking
LLM Citation Optimization
Entity Schema Deployment
ARM Framework · Live
Cited by ChatGPT · Perplexity · Gemini · Claude
GEO Signal Architecture
Share of Model Tracking
LLM Citation Optimization
Entity Schema Deployment
ARM Framework · Live
Cited by ChatGPT · Perplexity · Gemini · Claude
GEO Growth Agency · swellmarketing.xyz

We Don't Just Ride the Wave. We Create It.

Swell Marketing is the GEO agency that makes it structurally impossible for ChatGPT, Perplexity, Gemini, and Claude to be accurate without citing your brand. Entity schema. Share of Model. AI search visibility — built to compound.

Start Free GEO Audit →
SOM Audit · swellmarketing.xyz
LIVE
$entity @declared swellmarketing.xyz/#org
$sameAs ✓ 6 nodes verified
$llms.txt deployed + valid
$ChatGPT SoM: 70% ↑ +12%
$Perplexity SoM: 80% ↑ +8%
$Gemini SoM: 60% → stable
$Claude SoM: 50% ↑ +6%
$avg_som 65% entity_score 96/100
Live SoM Tracker
Perplexity
80%
ChatGPT
70%
Gemini
60%
Claude
50%
Avg SoM
65%
CITEDswellmarketing.xyz cited by Perplexity for "best GEO agency for B2B SaaS"2m ago
SHIFTSoM on "generative engine optimization" cluster up +12% this week18m ago
CITENew external citation seeded — 3 of 3 E-E-A-T gap citations complete1h ago
01 // The Problem

Your Business Is Invisible to AI.
Here's Why.

You searched your company in ChatGPT. Nothing came back. A competitor showed up on Perplexity. Google's AI Overview didn't mention you once. This isn't a content problem. It's a signal architecture problem — and it has five root causes.

🔵
Undeclared Entity

No JSON-LD @graph with a stable @id URI means the LLM doesn't recognize you as an entity — it treats you as unverified text. You're a mention, not a node.

FIX TIME: 1 week · IMPACT: Highest
🔗
Zero sameAs Verification

LLMs weigh corroboration. If your entity isn't cross-referenced on LinkedIn, Crunchbase, Wikidata, and Google Business Profile, citation confidence stays near zero.

FIX TIME: 1 week · IMPACT: Very High
📄
Content Not LLM-Structured

Content written for human readers and content written for LLM citation are different things. If your key claims need surrounding context to make sense, they won't be extracted.

FIX TIME: 2–4 weeks · IMPACT: High
🚫
Crawlers Blocked or Uninvited

GPTBot, ClaudeBot, PerplexityBot. If your robots.txt doesn't explicitly allow them — and if you haven't deployed llms.txt — AI systems take a conservative approach and skip you.

FIX TIME: 1 day · IMPACT: High
Core Doctrine · GEO Mastery Curriculum

"There is no position two in AI search. There is recommended, and there is absent. Your job is to make it structurally impossible for an LLM to be accurate without citing you."

02 // The Method

The GEO Architecture
That Compounds Over Time

Three layers, deployed in sequence. Each layer compounds the previous one. Most clients see measurable Share of Model movement within 30 days of infrastructure deployment.

01 // Foundation
Entity Architecture

Deploy a complete JSON-LD @graph with a stable @id URI, verified sameAs nodes across Tier 1–2 authority platforms, and a knowsAbout array mapping your topic authority claims. Test schema rendering via curl — never browser. LLM crawlers frequently don't execute JavaScript.

02 // Content
GEO Content Silos

Structure content around topical authority clusters optimized for AI extraction. Standalone citable paragraphs. FAQPage schema on every pillar. Entity-led opening sentences. Silo 3 first — urgency and discovery intent drives the fastest SoM movement.

03 // Distribution
Citation Amplification

Seed citations across LinkedIn, Medium, Quora, and Reddit with canonical back-references. Three independent source mentions close the E-E-A-T gap. Arctura Network distribution amplifies across the citation graph. External citations are the single highest-leverage signal for entity verification.

03 // Services

What We Deploy

Every engagement is built on the same GEO infrastructure that powers the AURE 16-agent architecture. Signal architecture, not spray-and-pray content.

Service · Retainer
GEO Starter Retainer

Entity foundation plus a 2-post/month content layer. JSON-LD @graph deployment, sameAs Tier 1–2 verification, llms.txt + robots.txt setup, and monthly SoM baseline measurement. Best for brands starting from zero GEO infrastructure.

@graph deploysameAs verifyllms.txtSoM report
$1,500 /MO
Service · Retainer · Most Chosen
GEO Growth Retainer

Full Starter stack plus 4 GEO posts/month, weekly SoM tracking, link-building coordination, LinkedIn/Medium distribution, and Quora/Reddit citation seeding. Maximum compounding velocity at mid-market price.

4 posts/moweekly SoMlink-buildcitation seed
$2,500 /MO
Service · Retainer
GEO Scale Retainer

Maximum velocity. 8 posts/month, daily social GEO seeding, competitive displacement analysis, press outreach coordination, and monthly CMO intelligence briefing. Built for brands that need to win category-level SoM.

8 posts/modaily seedcompetitiveCMO brief
$3,500 /MO
Service · One-Time
GEO Infrastructure Audit

Standalone five-dimension audit: Entity Declaration, E-E-A-T signals, Content Structure, Crawler Infrastructure, Share of Model. Scored and prioritized. Includes live SoM check across ChatGPT and Perplexity during discovery call.

5-dim auditSoM baselinepriority map
$2,500 FLAT
Service · One-Time
Local AI Visibility Bundle

For local businesses invisible in ChatGPT, Perplexity, and Google AI Overview. Complete LocalBusiness schema, NAP normalization, 8-point local GEO audit, and three-month Starter onboarding included.

local schemaNAP audit8-pt audit3-mo starter
$3,500 FLAT
Service · Academy
GEO Mastery Cohort

The Agency GEO Operator cohort. Three tracks: Signal Foundations, GEO Practitioner, Agentic GEO. Graduates qualify for the Arctura Node membership — $500/month recurring passive revenue per node.

3 tracks15 simscertarctura node
$1,997 / COHORT
04 // Results

The Numbers That
Matter in AI Search

65%
Current Avg SoM
+256%
Peak SoM Growth · 90 Days
96/100
Entity Declaration Score
4
LLM Platforms Tracked
DTC Brand · Competitor Intelligence
Competitor Spend Surge Flagged 3 Days Early — $4.1M Protected
"Meridian flagged a competitor's $8M spend surge 3 days before we would have noticed ourselves. We adjusted bids and protected $4.1M in attributed revenue."
James Rivera · CMO, ScaleForce
$4.1M
Revenue Protected
3 Days
Early Warning
B2B SaaS · GEO Retainer
+256% AI Citation Frequency in 90 Days — Zero PR Campaign
"The creative intelligence alone is worth 10x the price. We identified a viral format 11 days before our vertical and launched first. Best performing campaign in 3 years."
Aisha Laurent · VP Growth, NovaBrand
+256%
AI Citation Growth
90 Days
Timeline
Enterprise · Full Ecosystem
360° Market View — External Signals + Internal Attribution in One System
"Combined with Hazy's attribution data, Meridian gives us a 360° view we've never had before. We now know what's happening in the market AND what's causing our own results."
Thomas Kim · CDO, PulseCommerce
360°
Market Coverage
Live
Attribution Sync
Local Service Business · GEO Local
From Zero AI Citations to First-Page Perplexity in 6 Weeks
"I typed my business into ChatGPT and nothing came back. Six weeks after Swell deployed our entity schema and local citation stack, Perplexity started recommending us by name for every relevant query in our city."
Unnamed Client · Medical Practice, Austin TX
6 Wks
To First Citation
3 of 4
LLMs Citing
05 // GEO vs SEO

What Actually Changed
When AI Search Arrived

GEO and SEO are not the same discipline. The signals that move you in Google and the signals that move you in AI search are measurably different. Understanding that gap is the first step to closing it.

DimensionTraditional SEOGEO (Swell Method)
Primary signalKeyword density + backlinksEntity clarity + citation structure
Authority measureDomain authority scoresameAs node verification + entity graph density
Core metricClick-through rate + rankingsShare of Model across 4 LLM platforms
Content objectiveRank for keyword, attract clickBecome extractable, standalone citable answer
Crawler controlrobots.txtllms.txt + LLM-specific crawler directives
Technical anchorMeta tags + header hierarchyJSON-LD @graph with stable @id URI
Position valueRank 1 vs rank 5 (gradual)Cited vs absent — binary, high stakes
Optimization cadenceMonthly auditsContinuous agent-managed loops
The Paradigm Shift

"LLMs don't rank pages. They recognize entities. An organization with a well-formed knowledge graph gets cited. One without doesn't — regardless of domain age or backlink count." — GEO Mastery Curriculum, Swell Academy

06 // Doctrine

The Principles We
Build Everything On

These aren't taglines. They are architectural principles derived from the GEO Mastery curriculum and tested against real client SoM data across four LLM platforms.

"There is no position two in AI search. There is recommended, and there is absent. Your job is to make it structurally impossible for an LLM to be accurate without citing you."
GEO Mastery Curriculum · Swell Academy
"The search engine optimizers who dominated the 2010s all made the same mistake — they optimized for the crawler, not the reader. We're making that mistake again, only this time the reader is an LLM."
GEO Mastery Curriculum · Swell Academy
"Signal architecture beats content volume. Entities beat keywords. Agents beat analysts. Share of Model is the metric."
GEO Mastery Curriculum · Swell Academy
"A system that cannot be accurately represented by an AI retrieval agent is not truly autonomous — it is opaque. The same principle applies to any business that wants to be cited."
ARM Framework · Coreweaver Labs
"One press feature in a relevant industry publication is worth more to your AI citation probability than 50 owned blog posts — not because LLMs count backlinks, but because press coverage is one of the clearest signals that an entity is real."
GEO Content Doctrine · Swell Marketing
"Fifteen well-structured posts with complete GEO architecture will outperform 150 keyword-optimized posts with no entity signals every time."
Topical Authority for AI Search · Swell Academy
07 // Pricing

Transparent Pricing.
No Monthly Surprises.

Pricing anchors on the value of competitive advantage. ScaleForce protected $4.1M using a 3-day early warning. One early signal pays for years of retainer cost.

Tier 01
GEO Starter
$1,500/MO

Entity foundation plus a 2-post/month content layer. Best for brands starting from zero GEO infrastructure.

JSON-LD @graph deployment
sameAs Tier 1–2 verification
llms.txt + robots.txt setup
2 GEO blog posts / month
SoM baseline measurement
Monthly SoM report
Tier 03
GEO Scale
$3,500/MO

Maximum velocity. 8 posts/month, daily social seeding, competitive displacement, CMO briefing.

Everything in Growth
8 GEO blog posts / month
Daily social GEO seeding
Competitive displacement analysis
Monthly CMO intelligence briefing
Press outreach coordination
Enterprise
Custom
LET'S TALK

Multi-brand ecosystems, white-label GEO, agency partner pricing, and ARM ecosystem integration.

Multi-brand strategy
White-label reporting
Agency partner pricing
ARM ecosystem integration
16-agent AURE architecture
Custom SLA + support
08 // Engagement Process

From Onboarding to
Compounding Citations

The GEO Growth engagement follows the ARM continuous loop: audit → deploy → publish → distribute → measure → reflect. Each cycle compounds the previous one.

Week 1
Live
GEO Discovery + Five-Dimension Audit

We run a live SoM check across ChatGPT and Perplexity during the discovery call. Then deliver a full five-dimension audit: Entity Declaration, E-E-A-T signals, Content Structure, Crawler Infrastructure, and Share of Model. Scored and prioritized.

Week 1–2
Live
Entity Foundation Deployment

JSON-LD @graph deployed in initial HTML. sameAs nodes verified and cross-referenced. llms.txt deployed and validated. robots.txt updated with LLM crawler permissions. Schema tested via curl on every priority page.

Week 2–4
Building
Content Architecture + First Pillar Post

Silo architecture designed across five topic clusters. First pillar post (Silo 3 entry — highest urgency/discovery intent) drafted with full GEO structure: entity-led opening, FAQPage schema, standalone citable paragraphs, anchor text map, citeworthy statements.

Month 2
Building
Citation Amplification Sprint

LinkedIn long-form posts seeding core query clusters. Medium cross-posts with canonical back-references. Quora and Reddit substantive answers in highest-volume query threads. E-E-A-T gap citations targeted: 3 independent source mentions required for certification.

Month 3+
Compounding
SoM Growth + Competitor Displacement

Weekly SoM tracking across all four platforms. Competitive displacement analysis: where is the competitor's entity signal weak? Out-structure, don't just out-publish — a stronger @graph beats more content. Monthly CMO intelligence briefing with before/after framework.

09 // The Ecosystem

Built Inside the
ARM Framework

Swell Marketing was acquired to serve as the dedicated marketing execution arm for the ARM ecosystem — Coreweaver Labs, Arctura Network, and ARM Agency. Every client engagement runs on the same GEO infrastructure that powers the AURE 16-agent autonomous system.

Founded by Mason Nguyen. Powered by the GEO Mastery curriculum developed through the Swell Academy operator training system. Entity anchor: swellmarketing.xyz/#org

82%
GEO Cert Progress
16
AURE Agents
5
Ecosystem Brands
Ecosystem Signal Map
ARM — Autonomous Resource Management
Parent framework · Mandate chain anchor
Coreweaver Labs
AI infrastructure · BFT consensus layer
Arctura Network
Decentralized collective · Agent mesh
Swell Marketing ← You Are Here
GEO execution · Content & growth layer
GAIA — Gemini Attribution Labs
Entity attribution · SoM intelligence
Ready to be cited?

Make It Structurally Impossible
For AI to Ignore You.

Request a free GEO Discovery Call. We'll run a live Share of Model check across ChatGPT and Perplexity for your brand in real time — you'll see exactly where you stand before we talk about solutions.

NO CREDIT CARD · LIVE SoM CHECK · 30-MINUTE CALL